# Time-Series Anomaly Detection on Daphnet (AUC-ROC) Source: [Time-Series Anomaly Detection on Daphnet (AUC-ROC)]() Collection index: [llms.txt]() Data updated: 2026-03-30T06:59:26.428Z Evaluation of Time-Series Anomaly Detection performance on the Daphnet dataset, measured using the AUC-ROC metric. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Time-Series Anomaly Detection | | Dataset (including any stated split) | Daphnet | | Metric | AUC-ROC | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 27 of 27 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [AUC-ROC](): Higher is better; unit: PERCENT. ## Recorded results | Method | AUC-ROC | Result date | Report paper | | --- | --- | --- | --- | | ARTA | 94 | Not recorded | 69ca039f0636e5bf4afc9438 | | FITS | 92 | Not recorded | 69ca039f0636e5bf4afc9438 | | OFA | 92 | Not recorded | 69ca039f0636e5bf4afc9438 | | TSPulse | 92 | Not recorded | 69ca039f0636e5bf4afc9438 | | FREE | 92 | Not recorded | 69ca039f0636e5bf4afc9438 | | KNN | 90 | Not recorded | 69ca039f0636e5bf4afc9438 | | KMeansAD | 90 | Not recorded | 69ca039f0636e5bf4afc9438 | | TimesNet | 90 | Not recorded | 69ca039f0636e5bf4afc9438 | | TSPulse | 90 | Not recorded | 69ca039f0636e5bf4afc9438 | | IForest | 82 | Not recorded | 69ca039f0636e5bf4afc9438 | | Donut | 82 | Not recorded | 69ca039f0636e5bf4afc9438 | | HBOS | 81 | Not recorded | 69ca039f0636e5bf4afc9438 | | EIF | 80 | Not recorded | 69ca039f0636e5bf4afc9438 | | MCD | 79 | Not recorded | 69ca039f0636e5bf4afc9438 | | DeepAnT | 79 | Not recorded | 69ca039f0636e5bf4afc9438 | | PCA | 78 | Not recorded | 69ca039f0636e5bf4afc9438 | | OmniAnomaly | 77 | Not recorded | 69ca039f0636e5bf4afc9438 | | AutoEncoder | 74 | Not recorded | 69ca039f0636e5bf4afc9438 | | COPOD | 74 | Not recorded | 69ca039f0636e5bf4afc9438 | | USAD | 74 | Not recorded | 69ca039f0636e5bf4afc9438 | | LOF | 71 | Not recorded | 69ca039f0636e5bf4afc9438 | | CBLOF | 71 | Not recorded | 69ca039f0636e5bf4afc9438 | | TranAD | 71 | Not recorded | 69ca039f0636e5bf4afc9438 | | RobustPCA | 34 | Not recorded | 69ca039f0636e5bf4afc9438 | | OCSVM | 31 | Not recorded | 69ca039f0636e5bf4afc9438 | | LSTMAD | 31 | Not recorded | 69ca039f0636e5bf4afc9438 | | AnomalyTransformer | 31 | Not recorded | 69ca039f0636e5bf4afc9438 | ### ARTA AUC-ROC: 94. Result ID: 69ca1f0447f34ce924b2348e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FITS AUC-ROC: 92. Result ID: 69ca1f0447f34ce924b23489. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### OFA AUC-ROC: 92. Result ID: 69ca1f0447f34ce924b2348a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TSPulse AUC-ROC: 92. Result ID: 69ca1f0447f34ce924b2348c. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"FT"}. This record does not assert independent reproduction. ### FREE AUC-ROC: 92. Result ID: 69ca1f0447f34ce924b2348d. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### KNN AUC-ROC: 90. Result ID: 69ca1f0447f34ce924b23477. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### KMeansAD AUC-ROC: 90. Result ID: 69ca1f0447f34ce924b23479. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TimesNet AUC-ROC: 90. Result ID: 69ca1f0447f34ce924b23487. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TSPulse AUC-ROC: 90. Result ID: 69ca1f0447f34ce924b2348b. [Reporting paper]() Recorded evaluation configuration: {"Evaluation Protocol":"ZS"}. This record does not assert independent reproduction. ### IForest AUC-ROC: 82. Result ID: 69ca1f0447f34ce924b2347b. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Donut AUC-ROC: 82. Result ID: 69ca1f0447f34ce924b23480. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HBOS AUC-ROC: 81. Result ID: 69ca1f0447f34ce924b2347c. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### EIF AUC-ROC: 80. Result ID: 69ca1f0447f34ce924b23483. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MCD AUC-ROC: 79. Result ID: 69ca1f0447f34ce924b23475. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DeepAnT AUC-ROC: 79. Result ID: 69ca1f0447f34ce924b2347f. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### PCA AUC-ROC: 78. Result ID: 69ca1f0447f34ce924b23474. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### OmniAnomaly AUC-ROC: 77. Result ID: 69ca1f0447f34ce924b23482. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### AutoEncoder AUC-ROC: 74. Result ID: 69ca1f0447f34ce924b2347d. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### COPOD AUC-ROC: 74. Result ID: 69ca1f0447f34ce924b23484. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### USAD AUC-ROC: 74. Result ID: 69ca1f0447f34ce924b23485. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LOF AUC-ROC: 71. Result ID: 69ca1f0447f34ce924b23478. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### CBLOF AUC-ROC: 71. Result ID: 69ca1f0447f34ce924b2347a. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TranAD AUC-ROC: 71. Result ID: 69ca1f0447f34ce924b23488. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### RobustPCA AUC-ROC: 34. Result ID: 69ca1f0447f34ce924b23481. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### OCSVM AUC-ROC: 31. Result ID: 69ca1f0447f34ce924b23476. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LSTMAD AUC-ROC: 31. Result ID: 69ca1f0447f34ce924b2347e. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### AnomalyTransformer AUC-ROC: 31. Result ID: 69ca1f0447f34ce924b23486. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.